{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "from wavenet_model import *\n",
    "from audio_data import WavenetDataset\n",
    "from wavenet_training import *\n",
    "from model_logging import *\n",
    "from scipy.io import wavfile\n",
    "\n",
    "dtype = torch.FloatTensor\n",
    "ltype = torch.LongTensor\n",
    "\n",
    "use_cuda = torch.cuda.is_available()\n",
    "if use_cuda:\n",
    "    print('use gpu')\n",
    "    dtype = torch.cuda.FloatTensor\n",
    "    ltype = torch.cuda.LongTensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:  WaveNetModel(\n",
      "  (filter_convs): ModuleList(\n",
      "    (0): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (1): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (2): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (3): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (4): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (5): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (6): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (7): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (8): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (9): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (10): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (11): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (12): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (13): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (14): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (15): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (16): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (17): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (18): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (19): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (20): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (21): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (22): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (23): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (24): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (25): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (26): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (27): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (28): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (29): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (30): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (31): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (32): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (33): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (34): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (35): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (36): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (37): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (38): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (39): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "  )\n",
      "  (gate_convs): ModuleList(\n",
      "    (0): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (1): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (2): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (3): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (4): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (5): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (6): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (7): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (8): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (9): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (10): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (11): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (12): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (13): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (14): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (15): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (16): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (17): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (18): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (19): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (20): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (21): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (22): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (23): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (24): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (25): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (26): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (27): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (28): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (29): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (30): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (31): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (32): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (33): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (34): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (35): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (36): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (37): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (38): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "    (39): Conv1d (32, 32, kernel_size=(2,), stride=(1,), bias=False)\n",
      "  )\n",
      "  (residual_convs): ModuleList(\n",
      "    (0): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (1): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (2): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (3): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (4): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (5): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (6): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (7): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (8): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (9): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (10): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (11): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (12): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (13): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (14): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (15): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (16): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (17): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (18): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (19): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (20): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (21): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (22): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (23): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (24): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (25): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (26): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (27): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (28): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (29): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (30): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (31): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (32): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (33): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (34): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (35): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (36): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (37): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (38): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (39): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "  )\n",
      "  (skip_convs): ModuleList(\n",
      "    (0): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (1): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (2): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (3): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (4): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (5): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (6): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (7): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (8): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (9): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (10): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (11): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (12): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (13): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (14): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (15): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (16): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (17): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (18): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (19): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (20): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (21): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (22): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (23): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (24): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (25): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (26): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (27): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (28): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (29): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (30): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (31): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (32): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (33): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (34): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (35): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (36): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (37): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (38): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "    (39): Conv1d (32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "  )\n",
      "  (start_conv): Conv1d (1, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
      "  (end_conv): Conv1d (32, 256, kernel_size=(1,), stride=(1,))\n",
      ")\n",
      "receptive field:  4093\n",
      "parameter count:  254240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/vincentherrmann/anaconda3/lib/python3.5/site-packages/torch/serialization.py:316: SourceChangeWarning: source code of class 'wavenet_model.WaveNetModel' has changed. you can retrieve the original source code by accessing the object's source attribute or set `torch.nn.Module.dump_patches = True` and use the patch tool to revert the changes.\n",
      "  warnings.warn(msg, SourceChangeWarning)\n"
     ]
    }
   ],
   "source": [
    "model = WaveNetModel(layers=8,\n",
    "                     blocks=4,\n",
    "                     dilation_channels=16,\n",
    "                     residual_channels=16,\n",
    "                     skip_channels=16,\n",
    "                     output_length=8,\n",
    "                     dtype=dtype)\n",
    "#model = load_latest_model_from('snapshots', use_cuda=use_cuda)\n",
    "model = torch.load('snapshots/saber_model_2017-12-18_21-45-45', map_location=lambda storage, loc: storage)\n",
    "model.dtype = dtype\n",
    "if use_cuda:\n",
    "    model.cuda()\n",
    "else:\n",
    "    model.cpu()\n",
    "\n",
    "print('model: ', model)\n",
    "print('receptive field: ', model.receptive_field)\n",
    "print('parameter count: ', model.parameter_count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = WavenetDataset(dataset_file='train_samples/bach_suite_1/dataset.npz',\n",
    "                      item_length=model.receptive_field + model.output_length - 1,\n",
    "                      target_length=model.output_length,\n",
    "                      file_location='train_samples/bach_suite_1',\n",
    "                      test_stride=1000)\n",
    "print('the dataset has ' + str(len(data)) + ' items')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generate_and_log_samples(step):\n",
    "    sample_length=4000\n",
    "    gen_model = load_latest_model_from('snapshots')\n",
    "    print(\"start generating...\")\n",
    "    samples = generate_audio(gen_model,\n",
    "                             length=sample_length,\n",
    "                             temperatures=[0])\n",
    "    tf_samples = tf.convert_to_tensor(samples, dtype=tf.float32)\n",
    "    logger.audio_summary('temperature 0', tf_samples, step, sr=16000)\n",
    "\n",
    "    samples = generate_audio(gen_model,\n",
    "                             length=sample_length,\n",
    "                             temperatures=[0.5])\n",
    "    tf_samples = tf.convert_to_tensor(samples, dtype=tf.float32)\n",
    "    logger.audio_summary('temperature 0.5', tf_samples, step, sr=16000)\n",
    "    print(\"audio clips generated\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "logger = TensorboardLogger(log_interval=200,\n",
    "                           validation_interval=200,\n",
    "                           generate_interval=500,\n",
    "                           generate_function=generate_and_log_samples,\n",
    "                           log_dir=\"logs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "trainer = WavenetTrainer(model=model,\n",
    "                           dataset=data,\n",
    "                           lr=0.0001,\n",
    "                           weight_decay=0.1,\n",
    "                           snapshot_path='snapshots',\n",
    "                           snapshot_name='saber_model',\n",
    "                           snapshot_interval=500)\n",
    "\n",
    "print('start training...')\n",
    "tic = time.time()\n",
    "trainer.train(batch_size=8,\n",
    "              epochs=20)\n",
    "toc = time.time()\n",
    "print('Training took {} seconds.'.format(toc - tic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.start_samples\n",
    "data.train = False\n",
    "trainer.dataloader.dataset.train = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print(\"dataloader length: \", len(trainer.dataloader))\n",
    "print(\"test length:\", len(data))\n",
    "print(\"sample length:\", data._length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model.dtype = dtype\n",
    "print(model.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.44906729  0.35336965  0.14960982 ..., -0.43482155 -0.38602927\n",
      " -0.33954805]\n"
     ]
    }
   ],
   "source": [
    "import librosa as lr\n",
    "from audio_data import mu_law_encoding\n",
    "start_sample = lr.load(path='train_samples/bach_suite_1/bach_cello_suite_1_prelude.mp3',\n",
    "                       sr=16000,\n",
    "                       mono=True)[0]\n",
    "start_sample = start_sample[200000:205000]\n",
    "mu_start = mu_law_encoding(start_sample, 256)\n",
    "print(mu_start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one generating step does take approximately 0.01062175989151001 seconds)\n",
      "1% generated\n",
      "3% generated\n",
      "4% generated\n",
      "6% generated\n",
      "7% generated\n",
      "9% generated\n",
      "10% generated\n",
      "12% generated\n",
      "14% generated\n",
      "15% generated\n",
      "17% generated\n",
      "18% generated\n",
      "20% generated\n",
      "21% generated\n",
      "23% generated\n",
      "24% generated\n",
      "26% generated\n",
      "28% generated\n",
      "29% generated\n",
      "31% generated\n",
      "32% generated\n",
      "34% generated\n",
      "35% generated\n",
      "37% generated\n",
      "39% generated\n"
     ]
    }
   ],
   "source": [
    "def prog_callback(step, total_steps):\n",
    "    print(str(100 * step // total_steps) + \"% generated\")\n",
    "for q in model.dilated_queues:\n",
    "    q.dtype = dtype\n",
    "    \n",
    "generated1 = model.generate_fast(num_samples=64000, \n",
    "                                 first_samples=None,\n",
    "                                 progress_callback=prog_callback,\n",
    "                                 progress_interval=1000,\n",
    "                                 temperature=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "\n",
    "ipd.Audio(generated1, rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
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